Behavior Analysis

This is an R Markdown document detailing the behavior data analysis.

Import the behavior data and functions

behavior <- read.csv("../data/01_behaviordata.csv", header = T)
behavior$APA <- factor(behavior$APA, levels = c("Yoked", "Same", "Conflict"))

source("01_behaviorfunctions.R")

Mice learn to avoid the shock zone and they remember 24 hours later!

stats

## Levene's Test for Homogeneity of Variance (center = median)
##       Df F value  Pr(>F)  
## group  2  5.3551 0.01005 *
##       31                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## Levene's Test for Homogeneity of Variance (center = median)
##       Df F value Pr(>F)
## group  2    0.23 0.7959
##       31

## Levene's Test for Homogeneity of Variance (center = median)
##       Df F value Pr(>F)
## group  2  0.8582 0.4337
##       31

##               Df Sum Sq Mean Sq F value  Pr(>F)    
## retention$APA  2  31.44  15.718   9.435 0.00063 ***
## Residuals     31  51.64   1.666                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = retention$Time1stEntrLog ~ retention$APA)
## 
## $`retention$APA`
##                      diff        lwr       upr     p adj
## Same-Yoked      2.2196969  0.8577240 3.5816697 0.0010054
## Conflict-Yoked  1.5470339  0.2375238 2.8565440 0.0178203
## Conflict-Same  -0.6726629 -2.2162321 0.8709063 0.5378898

##               Df Sum Sq Mean Sq F value   Pr(>F)    
## retention$APA  2 1048.9   524.4   25.33 3.02e-07 ***
## Residuals     31  641.8    20.7                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = retention$NumEntrances ~ retention$APA)
## 
## $`retention$APA`
##                      diff        lwr       upr     p adj
## Same-Yoked     -12.161765 -16.963276 -7.360253 0.0000019
## Conflict-Yoked  -9.967320 -14.583879 -5.350761 0.0000255
## Conflict-Same    2.194444  -3.247269  7.636158 0.5870227

## 
## Call:
## lm(formula = behavior$Time1stEntrLog ~ behavior$APA * behavior$TrainSessionCombo)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -4.3532 -0.7696  0.2256  0.9386  3.1523 
## 
## Coefficients:
##                                                          Estimate
## (Intercept)                                                1.9666
## behavior$APASame                                          -0.9795
## behavior$APAConflict                                      -0.2423
## behavior$TrainSessionComboRetention                        1.2497
## behavior$TrainSessionComboRetest                           0.2042
## behavior$TrainSessionComboT1                              -0.3448
## behavior$TrainSessionComboT2                               1.4157
## behavior$TrainSessionComboT3                               0.9370
## behavior$TrainSessionComboT4_C1                            1.2522
## behavior$TrainSessionComboT5_C2                            0.3861
## behavior$TrainSessionComboT6_C3                            0.9347
## behavior$APASame:behavior$TrainSessionComboRetention       3.1992
## behavior$APAConflict:behavior$TrainSessionComboRetention   1.7894
## behavior$APASame:behavior$TrainSessionComboRetest          3.6340
## behavior$APAConflict:behavior$TrainSessionComboRetest      3.4683
## behavior$APASame:behavior$TrainSessionComboT1              0.6541
## behavior$APAConflict:behavior$TrainSessionComboT1          0.3512
## behavior$APASame:behavior$TrainSessionComboT2              1.6076
## behavior$APAConflict:behavior$TrainSessionComboT2          0.3632
## behavior$APASame:behavior$TrainSessionComboT3              2.2559
## behavior$APAConflict:behavior$TrainSessionComboT3          2.5333
## behavior$APASame:behavior$TrainSessionComboT4_C1           3.0166
## behavior$APAConflict:behavior$TrainSessionComboT4_C1      -1.9268
## behavior$APASame:behavior$TrainSessionComboT5_C2           1.8714
## behavior$APAConflict:behavior$TrainSessionComboT5_C2       1.7169
## behavior$APASame:behavior$TrainSessionComboT6_C3           2.8489
## behavior$APAConflict:behavior$TrainSessionComboT6_C3       2.4153
##                                                          Std. Error
## (Intercept)                                                  0.3419
## behavior$APASame                                             0.6044
## behavior$APAConflict                                         0.5812
## behavior$TrainSessionComboRetention                          0.4835
## behavior$TrainSessionComboRetest                             0.4835
## behavior$TrainSessionComboT1                                 0.4835
## behavior$TrainSessionComboT2                                 0.4835
## behavior$TrainSessionComboT3                                 0.4835
## behavior$TrainSessionComboT4_C1                              0.4835
## behavior$TrainSessionComboT5_C2                              0.4835
## behavior$TrainSessionComboT6_C3                              0.4835
## behavior$APASame:behavior$TrainSessionComboRetention         0.8548
## behavior$APAConflict:behavior$TrainSessionComboRetention     0.8219
## behavior$APASame:behavior$TrainSessionComboRetest            0.8548
## behavior$APAConflict:behavior$TrainSessionComboRetest        0.8219
## behavior$APASame:behavior$TrainSessionComboT1                0.8548
## behavior$APAConflict:behavior$TrainSessionComboT1            0.8219
## behavior$APASame:behavior$TrainSessionComboT2                0.8548
## behavior$APAConflict:behavior$TrainSessionComboT2            0.8219
## behavior$APASame:behavior$TrainSessionComboT3                0.8548
## behavior$APAConflict:behavior$TrainSessionComboT3            0.8219
## behavior$APASame:behavior$TrainSessionComboT4_C1             0.8548
## behavior$APAConflict:behavior$TrainSessionComboT4_C1         0.8219
## behavior$APASame:behavior$TrainSessionComboT5_C2             0.8548
## behavior$APAConflict:behavior$TrainSessionComboT5_C2         0.8219
## behavior$APASame:behavior$TrainSessionComboT6_C3             0.8548
## behavior$APAConflict:behavior$TrainSessionComboT6_C3         0.8219
##                                                          t value Pr(>|t|)
## (Intercept)                                                5.752 2.32e-08
## behavior$APASame                                          -1.621 0.106240
## behavior$APAConflict                                      -0.417 0.677014
## behavior$TrainSessionComboRetention                        2.584 0.010261
## behavior$TrainSessionComboRetest                           0.422 0.673108
## behavior$TrainSessionComboT1                              -0.713 0.476354
## behavior$TrainSessionComboT2                               2.928 0.003697
## behavior$TrainSessionComboT3                               1.938 0.053661
## behavior$TrainSessionComboT4_C1                            2.590 0.010110
## behavior$TrainSessionComboT5_C2                            0.798 0.425323
## behavior$TrainSessionComboT6_C3                            1.933 0.054255
## behavior$APASame:behavior$TrainSessionComboRetention       3.743 0.000221
## behavior$APAConflict:behavior$TrainSessionComboRetention   2.177 0.030305
## behavior$APASame:behavior$TrainSessionComboRetest          4.251 2.90e-05
## behavior$APAConflict:behavior$TrainSessionComboRetest      4.220 3.31e-05
## behavior$APASame:behavior$TrainSessionComboT1              0.765 0.444802
## behavior$APAConflict:behavior$TrainSessionComboT1          0.427 0.669496
## behavior$APASame:behavior$TrainSessionComboT2              1.881 0.061051
## behavior$APAConflict:behavior$TrainSessionComboT2          0.442 0.658932
## behavior$APASame:behavior$TrainSessionComboT3              2.639 0.008778
## behavior$APAConflict:behavior$TrainSessionComboT3          3.082 0.002259
## behavior$APASame:behavior$TrainSessionComboT4_C1           3.529 0.000488
## behavior$APAConflict:behavior$TrainSessionComboT4_C1      -2.344 0.019757
## behavior$APASame:behavior$TrainSessionComboT5_C2           2.189 0.029400
## behavior$APAConflict:behavior$TrainSessionComboT5_C2       2.089 0.037607
## behavior$APASame:behavior$TrainSessionComboT6_C3           3.333 0.000976
## behavior$APAConflict:behavior$TrainSessionComboT6_C3       2.939 0.003571
##                                                             
## (Intercept)                                              ***
## behavior$APASame                                            
## behavior$APAConflict                                        
## behavior$TrainSessionComboRetention                      *  
## behavior$TrainSessionComboRetest                            
## behavior$TrainSessionComboT1                                
## behavior$TrainSessionComboT2                             ** 
## behavior$TrainSessionComboT3                             .  
## behavior$TrainSessionComboT4_C1                          *  
## behavior$TrainSessionComboT5_C2                             
## behavior$TrainSessionComboT6_C3                          .  
## behavior$APASame:behavior$TrainSessionComboRetention     ***
## behavior$APAConflict:behavior$TrainSessionComboRetention *  
## behavior$APASame:behavior$TrainSessionComboRetest        ***
## behavior$APAConflict:behavior$TrainSessionComboRetest    ***
## behavior$APASame:behavior$TrainSessionComboT1               
## behavior$APAConflict:behavior$TrainSessionComboT1           
## behavior$APASame:behavior$TrainSessionComboT2            .  
## behavior$APAConflict:behavior$TrainSessionComboT2           
## behavior$APASame:behavior$TrainSessionComboT3            ** 
## behavior$APAConflict:behavior$TrainSessionComboT3        ** 
## behavior$APASame:behavior$TrainSessionComboT4_C1         ***
## behavior$APAConflict:behavior$TrainSessionComboT4_C1     *  
## behavior$APASame:behavior$TrainSessionComboT5_C2         *  
## behavior$APAConflict:behavior$TrainSessionComboT5_C2     *  
## behavior$APASame:behavior$TrainSessionComboT6_C3         ***
## behavior$APAConflict:behavior$TrainSessionComboT6_C3     ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.41 on 279 degrees of freedom
## Multiple R-squared:  0.4816, Adjusted R-squared:  0.4333 
## F-statistic: 9.968 on 26 and 279 DF,  p-value: < 2.2e-16

## 
## Call:
## lm(formula = behavior$NumEntrances ~ behavior$APA * behavior$TrainSessionCombo)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -12.8824  -3.1176  -0.8529   2.7396  21.7778 
## 
## Coefficients:
##                                                          Estimate
## (Intercept)                                               31.8824
## behavior$APASame                                          -0.7574
## behavior$APAConflict                                      -0.2157
## behavior$TrainSessionComboRetention                      -16.4706
## behavior$TrainSessionComboRetest                         -15.4118
## behavior$TrainSessionComboT1                             -10.8235
## behavior$TrainSessionComboT2                             -17.4706
## behavior$TrainSessionComboT3                             -16.7647
## behavior$TrainSessionComboT4_C1                          -16.9412
## behavior$TrainSessionComboT5_C2                          -17.7059
## behavior$TrainSessionComboT6_C3                          -16.1176
## behavior$APASame:behavior$TrainSessionComboRetention     -11.4044
## behavior$APAConflict:behavior$TrainSessionComboRetention  -9.7516
## behavior$APASame:behavior$TrainSessionComboRetest        -12.3382
## behavior$APAConflict:behavior$TrainSessionComboRetest    -14.0327
## behavior$APASame:behavior$TrainSessionComboT1            -13.1765
## behavior$APAConflict:behavior$TrainSessionComboT1        -12.5098
## behavior$APASame:behavior$TrainSessionComboT2             -8.4044
## behavior$APAConflict:behavior$TrainSessionComboT2        -11.6405
## behavior$APASame:behavior$TrainSessionComboT3            -10.9853
## behavior$APAConflict:behavior$TrainSessionComboT3        -12.3464
## behavior$APASame:behavior$TrainSessionComboT4_C1          -9.9338
## behavior$APAConflict:behavior$TrainSessionComboT4_C1       3.7190
## behavior$APASame:behavior$TrainSessionComboT5_C2          -9.7941
## behavior$APAConflict:behavior$TrainSessionComboT5_C2      -7.7386
## behavior$APASame:behavior$TrainSessionComboT6_C3         -10.7574
## behavior$APAConflict:behavior$TrainSessionComboT6_C3      -9.6601
##                                                          Std. Error
## (Intercept)                                                  1.1776
## behavior$APASame                                             2.0818
## behavior$APAConflict                                         2.0016
## behavior$TrainSessionComboRetention                          1.6654
## behavior$TrainSessionComboRetest                             1.6654
## behavior$TrainSessionComboT1                                 1.6654
## behavior$TrainSessionComboT2                                 1.6654
## behavior$TrainSessionComboT3                                 1.6654
## behavior$TrainSessionComboT4_C1                              1.6654
## behavior$TrainSessionComboT5_C2                              1.6654
## behavior$TrainSessionComboT6_C3                              1.6654
## behavior$APASame:behavior$TrainSessionComboRetention         2.9441
## behavior$APAConflict:behavior$TrainSessionComboRetention     2.8307
## behavior$APASame:behavior$TrainSessionComboRetest            2.9441
## behavior$APAConflict:behavior$TrainSessionComboRetest        2.8307
## behavior$APASame:behavior$TrainSessionComboT1                2.9441
## behavior$APAConflict:behavior$TrainSessionComboT1            2.8307
## behavior$APASame:behavior$TrainSessionComboT2                2.9441
## behavior$APAConflict:behavior$TrainSessionComboT2            2.8307
## behavior$APASame:behavior$TrainSessionComboT3                2.9441
## behavior$APAConflict:behavior$TrainSessionComboT3            2.8307
## behavior$APASame:behavior$TrainSessionComboT4_C1             2.9441
## behavior$APAConflict:behavior$TrainSessionComboT4_C1         2.8307
## behavior$APASame:behavior$TrainSessionComboT5_C2             2.9441
## behavior$APAConflict:behavior$TrainSessionComboT5_C2         2.8307
## behavior$APASame:behavior$TrainSessionComboT6_C3             2.9441
## behavior$APAConflict:behavior$TrainSessionComboT6_C3         2.8307
##                                                          t value Pr(>|t|)
## (Intercept)                                               27.073  < 2e-16
## behavior$APASame                                          -0.364 0.716282
## behavior$APAConflict                                      -0.108 0.914266
## behavior$TrainSessionComboRetention                       -9.890  < 2e-16
## behavior$TrainSessionComboRetest                          -9.254  < 2e-16
## behavior$TrainSessionComboT1                              -6.499 3.71e-10
## behavior$TrainSessionComboT2                             -10.490  < 2e-16
## behavior$TrainSessionComboT3                             -10.066  < 2e-16
## behavior$TrainSessionComboT4_C1                          -10.172  < 2e-16
## behavior$TrainSessionComboT5_C2                          -10.631  < 2e-16
## behavior$TrainSessionComboT6_C3                           -9.678  < 2e-16
## behavior$APASame:behavior$TrainSessionComboRetention      -3.874 0.000134
## behavior$APAConflict:behavior$TrainSessionComboRetention  -3.445 0.000659
## behavior$APASame:behavior$TrainSessionComboRetest         -4.191 3.73e-05
## behavior$APAConflict:behavior$TrainSessionComboRetest     -4.957 1.24e-06
## behavior$APASame:behavior$TrainSessionComboT1             -4.476 1.11e-05
## behavior$APAConflict:behavior$TrainSessionComboT1         -4.419 1.42e-05
## behavior$APASame:behavior$TrainSessionComboT2             -2.855 0.004631
## behavior$APAConflict:behavior$TrainSessionComboT2         -4.112 5.16e-05
## behavior$APASame:behavior$TrainSessionComboT3             -3.731 0.000231
## behavior$APAConflict:behavior$TrainSessionComboT3         -4.362 1.82e-05
## behavior$APASame:behavior$TrainSessionComboT4_C1          -3.374 0.000845
## behavior$APAConflict:behavior$TrainSessionComboT4_C1       1.314 0.189991
## behavior$APASame:behavior$TrainSessionComboT5_C2          -3.327 0.000997
## behavior$APAConflict:behavior$TrainSessionComboT5_C2      -2.734 0.006661
## behavior$APASame:behavior$TrainSessionComboT6_C3          -3.654 0.000308
## behavior$APAConflict:behavior$TrainSessionComboT6_C3      -3.413 0.000739
##                                                             
## (Intercept)                                              ***
## behavior$APASame                                            
## behavior$APAConflict                                        
## behavior$TrainSessionComboRetention                      ***
## behavior$TrainSessionComboRetest                         ***
## behavior$TrainSessionComboT1                             ***
## behavior$TrainSessionComboT2                             ***
## behavior$TrainSessionComboT3                             ***
## behavior$TrainSessionComboT4_C1                          ***
## behavior$TrainSessionComboT5_C2                          ***
## behavior$TrainSessionComboT6_C3                          ***
## behavior$APASame:behavior$TrainSessionComboRetention     ***
## behavior$APAConflict:behavior$TrainSessionComboRetention ***
## behavior$APASame:behavior$TrainSessionComboRetest        ***
## behavior$APAConflict:behavior$TrainSessionComboRetest    ***
## behavior$APASame:behavior$TrainSessionComboT1            ***
## behavior$APAConflict:behavior$TrainSessionComboT1        ***
## behavior$APASame:behavior$TrainSessionComboT2            ** 
## behavior$APAConflict:behavior$TrainSessionComboT2        ***
## behavior$APASame:behavior$TrainSessionComboT3            ***
## behavior$APAConflict:behavior$TrainSessionComboT3        ***
## behavior$APASame:behavior$TrainSessionComboT4_C1         ***
## behavior$APAConflict:behavior$TrainSessionComboT4_C1        
## behavior$APASame:behavior$TrainSessionComboT5_C2         ***
## behavior$APAConflict:behavior$TrainSessionComboT5_C2     ** 
## behavior$APASame:behavior$TrainSessionComboT6_C3         ***
## behavior$APAConflict:behavior$TrainSessionComboT6_C3     ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.856 on 279 degrees of freedom
## Multiple R-squared:  0.7802, Adjusted R-squared:  0.7597 
## F-statistic: 38.08 on 26 and 279 DF,  p-value: < 2.2e-16

## Response variable: behavior$Time1stEntrLog 
## Total response variance: 3.506843 
## Analysis based on 306 observations 
## 
## 26 Regressors: 
## Some regressors combined in groups: 
##         Group  behavior$APA : behavior$APASame behavior$APAConflict 
##         Group  behavior$TrainSessionCombo : behavior$TrainSessionComboRetention behavior$TrainSessionComboRetest behavior$TrainSessionComboT1 behavior$TrainSessionComboT2 behavior$TrainSessionComboT3 behavior$TrainSessionComboT4_C1 behavior$TrainSessionComboT5_C2 behavior$TrainSessionComboT6_C3 
##         Group  behavior$APA:behavior$TrainSessionCombo : behavior$APASame:behavior$TrainSessionComboRetention behavior$APAConflict:behavior$TrainSessionComboRetention behavior$APASame:behavior$TrainSessionComboRetest behavior$APAConflict:behavior$TrainSessionComboRetest behavior$APASame:behavior$TrainSessionComboT1 behavior$APAConflict:behavior$TrainSessionComboT1 behavior$APASame:behavior$TrainSessionComboT2 behavior$APAConflict:behavior$TrainSessionComboT2 behavior$APASame:behavior$TrainSessionComboT3 behavior$APAConflict:behavior$TrainSessionComboT3 behavior$APASame:behavior$TrainSessionComboT4_C1 behavior$APAConflict:behavior$TrainSessionComboT4_C1 behavior$APASame:behavior$TrainSessionComboT5_C2 behavior$APAConflict:behavior$TrainSessionComboT5_C2 behavior$APASame:behavior$TrainSessionComboT6_C3 behavior$APAConflict:behavior$TrainSessionComboT6_C3 
## 
##  Relative importance of 3 (groups of) regressors assessed: 
##  behavior$APA behavior$TrainSessionCombo behavior$APA:behavior$TrainSessionCombo 
##  
## Proportion of variance explained by model: 48.16%
## Metrics are normalized to sum to 100% (rela=TRUE). 
## 
## Relative importance metrics: 
## 
##                                               lmg
## behavior$APA                            0.1630560
## behavior$TrainSessionCombo              0.4716985
## behavior$APA:behavior$TrainSessionCombo 0.3652455
## 
## Average coefficients for different model sizes: 
## 
##                                                               1group
## behavior$APASame                                          1.14134076
## behavior$APAConflict                                      0.94775358
## behavior$TrainSessionComboRetention                       2.47611734
## behavior$TrainSessionComboRetest                          1.97736151
## behavior$TrainSessionComboT1                             -0.09797554
## behavior$TrainSessionComboT2                              1.89005138
## behavior$TrainSessionComboT3                              2.13839545
## behavior$TrainSessionComboT4_C1                           1.45197804
## behavior$TrainSessionComboT5_C2                           1.28088422
## behavior$TrainSessionComboT6_C3                           2.24433083
## behavior$APASame:behavior$TrainSessionComboRetention             NaN
## behavior$APAConflict:behavior$TrainSessionComboRetention         NaN
## behavior$APASame:behavior$TrainSessionComboRetest                NaN
## behavior$APAConflict:behavior$TrainSessionComboRetest            NaN
## behavior$APASame:behavior$TrainSessionComboT1                    NaN
## behavior$APAConflict:behavior$TrainSessionComboT1                NaN
## behavior$APASame:behavior$TrainSessionComboT2                    NaN
## behavior$APAConflict:behavior$TrainSessionComboT2                NaN
## behavior$APASame:behavior$TrainSessionComboT3                    NaN
## behavior$APAConflict:behavior$TrainSessionComboT3                NaN
## behavior$APASame:behavior$TrainSessionComboT4_C1                 NaN
## behavior$APAConflict:behavior$TrainSessionComboT4_C1             NaN
## behavior$APASame:behavior$TrainSessionComboT5_C2                 NaN
## behavior$APAConflict:behavior$TrainSessionComboT5_C2             NaN
## behavior$APASame:behavior$TrainSessionComboT6_C3                 NaN
## behavior$APAConflict:behavior$TrainSessionComboT6_C3             NaN
##                                                              2groups
## behavior$APASame                                          1.14134076
## behavior$APAConflict                                      0.94775358
## behavior$TrainSessionComboRetention                       2.47611734
## behavior$TrainSessionComboRetest                          1.97736151
## behavior$TrainSessionComboT1                             -0.09797554
## behavior$TrainSessionComboT2                              1.89005138
## behavior$TrainSessionComboT3                              2.13839545
## behavior$TrainSessionComboT4_C1                           1.45197804
## behavior$TrainSessionComboT5_C2                           1.28088422
## behavior$TrainSessionComboT6_C3                           2.24433083
## behavior$APASame:behavior$TrainSessionComboRetention             NaN
## behavior$APAConflict:behavior$TrainSessionComboRetention         NaN
## behavior$APASame:behavior$TrainSessionComboRetest                NaN
## behavior$APAConflict:behavior$TrainSessionComboRetest            NaN
## behavior$APASame:behavior$TrainSessionComboT1                    NaN
## behavior$APAConflict:behavior$TrainSessionComboT1                NaN
## behavior$APASame:behavior$TrainSessionComboT2                    NaN
## behavior$APAConflict:behavior$TrainSessionComboT2                NaN
## behavior$APASame:behavior$TrainSessionComboT3                    NaN
## behavior$APAConflict:behavior$TrainSessionComboT3                NaN
## behavior$APASame:behavior$TrainSessionComboT4_C1                 NaN
## behavior$APAConflict:behavior$TrainSessionComboT4_C1             NaN
## behavior$APASame:behavior$TrainSessionComboT5_C2                 NaN
## behavior$APAConflict:behavior$TrainSessionComboT5_C2             NaN
## behavior$APASame:behavior$TrainSessionComboT6_C3                 NaN
## behavior$APAConflict:behavior$TrainSessionComboT6_C3             NaN
##                                                             3groups
## behavior$APASame                                         -0.9795238
## behavior$APAConflict                                     -0.2423279
## behavior$TrainSessionComboRetention                       1.2497049
## behavior$TrainSessionComboRetest                          0.2042168
## behavior$TrainSessionComboT1                             -0.3448374
## behavior$TrainSessionComboT2                              1.4156545
## behavior$TrainSessionComboT3                              0.9369974
## behavior$TrainSessionComboT4_C1                           1.2522443
## behavior$TrainSessionComboT5_C2                           0.3860584
## behavior$TrainSessionComboT6_C3                           0.9346675
## behavior$APASame:behavior$TrainSessionComboRetention      3.1992207
## behavior$APAConflict:behavior$TrainSessionComboRetention  1.7893619
## behavior$APASame:behavior$TrainSessionComboRetest         3.6340121
## behavior$APAConflict:behavior$TrainSessionComboRetest     3.4683138
## behavior$APASame:behavior$TrainSessionComboT1             0.6540869
## behavior$APAConflict:behavior$TrainSessionComboT1         0.3511788
## behavior$APASame:behavior$TrainSessionComboT2             1.6076399
## behavior$APAConflict:behavior$TrainSessionComboT2         0.3631528
## behavior$APASame:behavior$TrainSessionComboT3             2.2559484
## behavior$APAConflict:behavior$TrainSessionComboT3         2.5333272
## behavior$APASame:behavior$TrainSessionComboT4_C1          3.0165531
## behavior$APAConflict:behavior$TrainSessionComboT4_C1     -1.9268308
## behavior$APASame:behavior$TrainSessionComboT5_C2          1.8714465
## behavior$APAConflict:behavior$TrainSessionComboT5_C2      1.7169449
## behavior$APASame:behavior$TrainSessionComboT6_C3          2.8488735
## behavior$APAConflict:behavior$TrainSessionComboT6_C3      2.4152849

Reshape data and plot a heatmap of group average values

Reshape data and plot a correlation matrix

Reshape data and plot a PCA